Premier League Season EDA Report

Generated: 2025-10-16 19:40:10 UTC

Dataset Overview

Column dtypes (sample)

column dtype
Player object
Nation object
Pos object
Age int64
MP int64
Starts int64
Min object
90s float64
Gls float64
Ast float64
G+A float64
G-PK float64
PK float64
PKatt float64
CrdY float64
CrdR float64
xG float64
npxG float64
xAG float64
pn.npxG+xAG float64
pn.PrgC float64
pn.PrgP float64
pn.PrgR float64
pn.Gls float64
pn.Ast float64
pn.G+A float64
pn.G-PK float64
pn.G+A-PK float64
pn.xG float64
pn.xAG float64
pn.xG+xAG float64
pn.npxG float64
pn.npxG+xAG.1 float64
Gls.1 float64
Sh float64
SoT float64
SoT% float64
Sh/90 float64
SoT/90 float64
G/Sh float64

Top missing values

missing_count missing_percent
Mn/Start 50 22.321429
G/SoT 47 20.982143
Tkl% chl 42 18.750000
Won% 40 17.857143
G/Sh 39 17.410714
npxG/Sh 39 17.410714
SoT% 39 17.410714
Dist 39 17.410714
LP.Cmp% 38 16.964286
TO Succ% 33 14.732143
TO Tkld% 33 14.732143
Mn/Sub 30 13.392857
MP.Cmp% 30 13.392857
SP.Cmp% 24 10.714286
Cmp% 24 10.714286
Clr 22 9.821429
Int 22 9.821429
Tkl+Int 22 9.821429
SCA.P.Live 22 9.821429
Def Pen tch 22 9.821429
Err sht 22 9.821429
Touches 22 9.821429
Sh blk 22 9.821429
Def 3rd tch 22 9.821429
Mid 3rd tch 22 9.821429
Att 3rd tch 22 9.821429
Pass blk 22 9.821429
Lost chl 22 9.821429
Blocks.1 22 9.821429
Live tch 22 9.821429
SCA_TO 22 9.821429
SCA_sh 22 9.821429
SCA_fld 22 9.821429
SCA_def 22 9.821429
GCA 22 9.821429
GCA90 22 9.821429
GCA.P.Live 22 9.821429
GCA.P.Dead 22 9.821429
GCA_TO 22 9.821429
GCA_sh 22 9.821429
GCA_fld 22 9.821429
GCA_def 22 9.821429
Tkl 22 9.821429
TklW 22 9.821429
TklDef 3rd 22 9.821429
TklMid 3rd 22 9.821429
TklAtt 3rd 22 9.821429
Tkl chl 22 9.821429
Att chl 22 9.821429
Att Pen tch 22 9.821429

Descriptive statistics (numeric features)

count mean std min 25% 50% 75% max skew kurtosis
TotDist 202.0 4356.490099 4588.941913 0.0 1111.25 2895.50 5943.250 25425.0 1.6163 2.8203
TotDist Car 202.0 2027.777228 1954.701292 0.0 484.75 1411.00 3114.500 8506.0 1.1069 0.4659
PrgDist 202.0 1109.277228 1310.033482 0.0 234.75 600.00 1607.250 8933.0 2.2324 7.3058
PrgDist Car 202.0 958.465347 966.120514 0.0 221.75 650.50 1462.750 4563.0 1.2339 0.9552
Touches 202.0 556.985149 497.142676 0.0 152.25 416.00 882.750 2408.0 1.0140 0.3964
Live tch 202.0 556.594059 496.758952 0.0 152.25 416.00 882.750 2406.0 1.0143 0.3977
Att.1 202.0 401.465347 382.798040 0.0 106.25 274.50 566.000 2030.0 1.2763 1.4137
Att 202.0 401.465347 382.798040 0.0 106.25 274.50 566.000 2030.0 1.2763 1.4137
P.Rec 202.0 393.500000 352.740984 0.0 110.50 287.00 595.000 1689.0 1.0096 0.3759
Live.P 202.0 374.044554 351.818676 0.0 102.00 260.50 552.500 1838.0 1.2435 1.3121
Carries 202.0 335.123762 306.579800 0.0 87.00 232.50 496.000 1385.0 1.0252 0.2769
TP.Cmp 202.0 295.732673 291.708585 0.0 75.00 194.00 418.250 1498.0 1.3616 1.6146
P.Cmp 202.0 295.732673 291.708585 0.0 75.00 194.00 418.250 1498.0 1.3616 1.6146
Att 3rd tch 202.0 269.925743 250.600869 0.0 69.75 197.50 391.750 1270.0 1.1998 1.1922
Mid 3rd tch 202.0 224.960396 204.900992 0.0 62.25 171.00 360.750 966.0 1.1791 1.0220
SP.Att 202.0 206.054455 188.403140 0.0 59.00 145.50 300.750 897.0 1.1043 0.6186
SP.Cmp 202.0 172.014851 163.500345 0.0 47.00 118.50 256.750 767.0 1.2147 0.9204
MP.Att 202.0 116.232673 120.171438 0.0 27.25 74.50 166.250 633.0 1.5251 2.3508
MP.Cmp 202.0 88.816832 96.471072 0.0 21.25 55.50 123.750 495.0 1.6562 2.7595
pn.PrgR 202.0 86.727723 83.917160 0.0 21.00 62.50 128.750 520.0 1.6314 3.9950
Prg P.R 202.0 86.727723 83.917160 0.0 21.00 62.50 128.750 520.0 1.6314 3.9950
Def 3rd tch 202.0 70.702970 73.273976 0.0 22.00 45.00 102.000 386.0 1.7491 3.4265
LP.Att 202.0 38.980198 53.970967 0.0 6.00 18.00 49.750 331.0 2.4611 7.0027
Att Pen tch 202.0 55.267327 53.209787 0.0 13.25 43.50 82.500 301.0 1.4553 2.6047
Recov 202.0 53.792079 50.272554 0.0 16.25 38.00 81.750 259.0 1.2578 1.3746
PrgP 202.0 39.470297 43.161868 0.0 8.25 24.00 57.750 263.0 1.7694 4.0194
pn.PrgP 202.0 39.470297 43.161868 0.0 8.25 24.00 57.750 263.0 1.7694 4.0194
Crs.1 202.0 27.272277 41.455486 0.0 3.00 10.50 34.000 242.0 2.5607 7.1549
Crs 202.0 27.272277 41.455486 0.0 3.00 10.50 34.000 242.0 2.5607 7.1549
TO Att 202.0 40.940594 39.495531 0.0 8.00 29.50 64.000 164.0 1.0129 0.1091
SCA 202.0 39.202970 38.967692 0.0 8.00 26.00 57.000 219.0 1.3812 2.0451
Dead.P 202.0 25.534653 38.919886 0.0 2.00 10.00 29.750 229.0 2.6031 7.3276
PrgC 202.0 33.183168 34.489037 0.0 6.25 20.00 48.750 179.0 1.3383 1.5463
pn.PrgC 202.0 33.183168 34.489037 0.0 6.25 20.00 48.750 179.0 1.3383 1.5463
Min% 202.0 33.949505 28.006833 0.0 9.25 28.20 54.125 99.6 0.6320 -0.7297
Miscntrl 202.0 31.336634 27.415824 0.0 10.00 25.00 46.000 134.0 0.9936 0.5004
LP.Cmp 202.0 20.000000 27.120333 0.0 3.00 9.00 25.000 181.0 2.5163 8.1604
SCA.P.Live 202.0 26.752475 26.585039 0.0 5.00 18.00 39.750 164.0 1.4770 3.0676
Sh 202.0 28.148515 26.513635 0.0 7.00 22.50 41.000 124.0 1.2521 1.3775
Lost 202.0 23.440594 24.966623 0.0 5.00 14.00 31.750 117.0 1.5835 2.2979
P.F.1/3 202.0 21.089109 24.924802 0.0 4.00 12.00 29.000 148.0 2.2722 6.5366
Min/MP 202.0 46.772277 23.679191 1.0 27.50 47.00 65.750 90.0 -0.0490 -0.9395
Tkl+Int 202.0 22.757426 23.470010 0.0 5.00 16.00 31.500 118.0 1.6356 2.5488
CK 202.0 9.158416 21.210029 0.0 0.00 0.00 4.000 127.0 3.0734 9.6816
F.1/3 Car 202.0 21.099010 21.119892 0.0 5.00 13.00 33.000 93.0 1.1590 0.6272
LP.Cmp% 186.0 53.732796 20.464489 0.0 41.00 50.65 63.975 100.0 0.0195 0.8110
Dispos 202.0 21.064356 19.121263 0.0 5.00 16.50 30.000 83.0 1.1193 0.8677
Won 202.0 14.400990 18.658561 0.0 2.00 8.00 18.750 109.0 2.2462 6.0055
KP 202.0 17.138614 18.644637 0.0 4.00 11.00 24.000 119.0 1.8502 4.6302
Tkl% chl 182.0 36.358242 18.521653 0.0 25.30 35.70 47.700 100.0 0.4838 1.8784
Fld 202.0 18.014851 18.253733 0.0 4.25 13.50 25.000 90.0 1.5722 2.4619
TO Tkld 202.0 18.252475 17.835361 0.0 3.25 13.00 28.750 73.0 1.0713 0.3159
onG 202.0 18.400990 17.750695 0.0 5.00 12.50 29.000 84.0 1.2679 1.3987
TO Succ 202.0 17.405941 17.296178 0.0 3.00 12.00 27.000 71.0 1.0646 0.2125
TO Tkld% 191.0 44.776963 17.175518 0.0 38.15 45.50 51.850 100.0 -0.0474 2.4958
Att chl 202.0 17.509901 17.063312 0.0 4.00 12.00 26.750 74.0 1.2647 1.1794
Tkl 202.0 16.856436 16.778456 0.0 4.00 12.50 24.750 70.0 1.4683 1.8520
CPA 202.0 13.905941 16.650820 0.0 2.00 8.50 19.750 87.0 1.9937 4.7272
TO Succ% 191.0 42.448168 16.390478 0.0 34.35 41.40 50.000 100.0 0.5257 3.4587
onxG 202.0 18.449010 16.308626 0.0 5.15 13.60 29.650 69.6 0.9635 0.2934

Outlier summary (IQR method)

column outlier_count outlier_percent
OutCK 48 23.762
FK 47 23.267
PKwon 41 20.297
CK 39 19.307
InCK 36 17.822
FK.1 35 17.327
PKatt.1 32 15.842
PKatt 32 15.842
PK.1 28 13.861
PK 28 13.861
SCA.P.Dead 27 13.366
GCA.P.Dead 26 12.871
xGS-xGA 24 11.881
G-xG 22 10.891
StrCK 22 10.891
A-xAG 22 10.891
np:G-xG 20 9.901
Compl MP 20 8.929
LP.Cmp 20 9.901
Sw 20 9.901
GS-GA 20 9.901
LP.Att 19 9.406
TO Tkld% 19 9.948
Crs.1 19 9.406
Crs 19 9.406
ThrI 17 8.416
Won 17 8.416
TklDef 3rd 17 8.416
Dead.P 17 8.416
CrsPA 17 8.416
LP.Cmp% 16 8.602
Clr 15 7.426
G On-Off 15 7.426
xG On-Off 15 7.426
MP.Cmp 15 7.426
Int.1 15 7.426
Int 15 7.426
Err sht 15 7.426
Tkl+Int 14 6.931
GCA_def 14 6.931
Def Pen tch 14 6.931
Lost 13 6.436
P.F.1/3 13 6.436
SoT% 13 7.027
TO Succ% 13 6.806
PrgDist 12 5.941
TotDist 12 5.941
Gls 12 5.941
xAG.1 12 5.941
Gls.1 12 5.941
xAG 12 5.941
KP 11 5.446
TklW.1 11 5.446
CPA 11 5.446
Off.1 11 5.446
TklMid 3rd 11 5.446
PKcon 11 5.446
Sh blk 11 5.446
Tkl 11 5.446
TklW 11 5.446

Overall Correlation Heatmap

Per-Metric-Group Correlation Heatmaps

Predicted Lineup & Playing Time

Pressing & Defensive Intensity

Defensive Solidity

Physical Aggression

Chance Creation (Attack)

Finishing & Goal Threat

Build-Up Style

Creativity & Playmaking

Game Impact & Team Value

Tactical Tendencies & Risk

Team Cohesion & Consistency

Opposition-Specific Matchups

Trend & Form

Discipline & Mentality

Automated Analysis Summary

Columns with missing values: 169. Top 10:

missing_count missing_percent
Mn/Start 50 22.321429
G/SoT 47 20.982143
Tkl% chl 42 18.750000
Won% 40 17.857143
G/Sh 39 17.410714
npxG/Sh 39 17.410714
SoT% 39 17.410714
Dist 39 17.410714
LP.Cmp% 38 16.964286
TO Succ% 33 14.732143

Features with strong skewness (|skew| > 1):

mean std min 25% 50% 75% max skew
2CrdY 0.004950 0.070360 0.00 0.0000 0.000 0.0000 1.00 14.2127
OG 0.014851 0.121259 0.00 0.0000 0.000 0.0000 1.00 8.0819
pn.xAG 0.142178 0.162439 0.00 0.0600 0.120 0.1900 1.95 7.1379
CrdR 0.019802 0.139665 0.00 0.0000 0.000 0.0000 1.00 6.9452
CrdR.1 0.019802 0.139665 0.00 0.0000 0.000 0.0000 1.00 6.9452
PK.1 0.287129 0.939319 0.00 0.0000 0.000 0.0000 7.00 4.5621
PK 0.287129 0.939319 0.00 0.0000 0.000 0.0000 7.00 4.5621
OutCK 2.158416 6.535373 0.00 0.0000 0.000 0.0000 46.00 4.2482
PKatt 0.386139 1.180019 0.00 0.0000 0.000 0.0000 8.00 4.2207
PKatt.1 0.386139 1.180019 0.00 0.0000 0.000 0.0000 8.00 4.2207
StrCK 0.207921 0.695641 0.00 0.0000 0.000 0.0000 5.00 4.0827
FK 0.737624 1.998873 0.00 0.0000 0.000 0.0000 14.00 4.0058
Err sht 0.084158 0.312025 0.00 0.0000 0.000 0.0000 2.00 3.9597
PKcon 0.054455 0.227478 0.00 0.0000 0.000 0.0000 1.00 3.9564
Sw 2.504950 4.117971 0.00 0.0000 1.000 3.0000 36.00 3.8508
InCK 4.767327 12.571005 0.00 0.0000 0.000 2.0000 85.00 3.7970
FK.1 4.980198 12.032692 0.00 0.0000 0.000 3.0000 70.00 3.5859
TB 2.846535 4.076533 0.00 0.0000 1.500 4.0000 35.00 3.4995
GCA.P.Dead 0.232673 0.705573 0.00 0.0000 0.000 0.0000 4.00 3.4992
GCA_def 0.069307 0.254606 0.00 0.0000 0.000 0.0000 1.00 3.4170
SCA.P.Dead 2.881188 6.905600 0.00 0.0000 0.000 2.0000 37.00 3.1269
CK 9.158416 21.210029 0.00 0.0000 0.000 4.0000 127.00 3.0734
Gls 3.638614 5.045376 0.00 0.0000 2.000 5.0000 36.00 2.8470
Gls.1 3.638614 5.045376 0.00 0.0000 2.000 5.0000 36.00 2.8470
pn.npxG+xAG.1 0.381634 0.234571 0.00 0.2525 0.360 0.4900 2.27 2.7364
Dead.P 25.534653 38.919886 0.00 2.0000 10.000 29.7500 229.00 2.6031
Crs 27.272277 41.455486 0.00 3.0000 10.500 34.0000 242.00 2.5607
Crs.1 27.272277 41.455486 0.00 3.0000 10.500 34.0000 242.00 2.5607
ThrI 5.034653 7.664208 0.00 0.0000 2.000 7.0000 48.00 2.5308
LP.Cmp 20.000000 27.120333 0.00 3.0000 9.000 25.0000 181.00 2.5163
GCA_fld 0.371287 0.750302 0.00 0.0000 0.000 1.0000 4.00 2.4819
LP.Att 38.980198 53.970967 0.00 6.0000 18.000 49.7500 331.00 2.4611
pn.xG+xAG 0.395495 0.244880 0.00 0.2600 0.365 0.5000 2.27 2.4607
pn.Ast 0.128861 0.169598 0.00 0.0000 0.080 0.2075 1.05 2.4522
PKwon 0.257426 0.566976 0.00 0.0000 0.000 0.0000 3.00 2.4442
G-PK 3.351485 4.407165 0.00 0.0000 2.000 5.0000 29.00 2.4134
Int.1 5.900990 7.452009 0.00 1.0000 4.000 7.0000 48.00 2.3574
Int 5.900990 7.452009 0.00 1.0000 4.000 7.0000 48.00 2.3574
xG.1 3.715347 4.396087 0.00 0.8000 2.200 5.4500 28.40 2.3422
xG 3.715347 4.396087 0.00 0.8000 2.200 5.4500 28.40 2.3422
GCA_sh 0.490099 0.910088 0.00 0.0000 0.000 1.0000 5.00 2.3095
GCA_TO 0.500000 0.893592 0.00 0.0000 0.000 1.0000 5.00 2.3028
P.F.1/3 21.089109 24.924802 0.00 4.0000 12.000 29.0000 148.00 2.2722
Won 14.400990 18.658561 0.00 2.0000 8.000 18.7500 109.00 2.2462
PrgDist 1109.277228 1310.033482 0.00 234.7500 600.000 1607.2500 8933.00 2.2324
CrsPA 2.455446 3.721725 0.00 0.0000 1.000 3.0000 21.00 2.2284
G+A 5.589109 6.727421 0.00 1.0000 3.000 9.0000 44.00 2.1518
xAG.1 2.038614 2.391193 0.00 0.4000 1.100 2.9000 16.70 2.1229
xAG 2.038614 2.391193 0.00 0.4000 1.100 2.9000 16.70 2.1229
Sh/90 2.070446 1.222393 0.00 1.4625 2.015 2.6000 11.25 2.0983
Off 1.886139 2.553294 0.00 0.0000 1.000 3.0000 16.00 2.0500
GCA90 0.307871 0.307969 0.00 0.0000 0.270 0.4700 2.12 2.0426
TklAtt 3rd 3.886139 4.297622 0.00 1.0000 3.000 5.0000 26.00 2.0247
npxG 3.413861 3.765252 0.00 0.8000 2.200 4.8750 23.00 2.0171
npxG.1 3.413861 3.765252 0.00 0.8000 2.200 4.8750 23.00 2.0171
Compl MP 4.736607 7.630908 0.00 0.0000 1.000 7.0000 35.00 2.0010
CPA 13.905941 16.650820 0.00 2.0000 8.500 19.7500 87.00 1.9937
Def Pen tch 13.514851 14.888717 0.00 3.0000 9.000 18.0000 76.00 1.9057
Clr 9.094059 10.449883 0.00 2.0000 6.000 12.0000 58.00 1.8853
TklDef 3rd 6.207921 7.433709 0.00 1.0000 4.000 8.0000 37.00 1.8600
KP 17.138614 18.644637 0.00 4.0000 11.000 24.0000 119.00 1.8502
PPA 13.500000 15.696198 0.00 2.0000 8.000 19.0000 89.00 1.8433
SCA_fld 2.544554 3.206103 0.00 0.0000 1.500 4.0000 17.00 1.8181
Sh blk 1.440594 1.994753 0.00 0.0000 1.000 2.0000 9.00 1.8072
Off.1 4.851485 5.743932 0.00 1.0000 3.000 7.0000 29.00 1.7741
pn.PrgP 39.470297 43.161868 0.00 8.2500 24.000 57.7500 263.00 1.7694
PrgP 39.470297 43.161868 0.00 8.2500 24.000 57.7500 263.00 1.7694
SoT/90 0.731485 0.548603 0.00 0.4100 0.650 0.9975 3.60 1.7561
Def 3rd tch 70.702970 73.273976 0.00 22.0000 45.000 102.0000 386.00 1.7491
xA 1.579208 1.800736 0.00 0.3000 0.900 2.3500 10.70 1.7266
GCA.P.Live 3.074257 3.660931 0.00 0.0000 2.000 5.0000 20.00 1.7251
Ast.1 1.950495 2.528942 0.00 0.0000 1.000 3.0000 12.00 1.7245
Ast 1.950495 2.528942 0.00 0.0000 1.000 3.0000 12.00 1.7245
unSub 4.111607 4.903650 0.00 0.0000 2.000 6.0000 28.00 1.6773
MP.Cmp 88.816832 96.471072 0.00 21.2500 55.500 123.7500 495.00 1.6562
Tkl+Int 22.757426 23.470010 0.00 5.0000 16.000 31.5000 118.00 1.6356
pn.PrgR 86.727723 83.917160 0.00 21.0000 62.500 128.7500 520.00 1.6314
Prg P.R 86.727723 83.917160 0.00 21.0000 62.500 128.7500 520.00 1.6314
Tkl chl 6.509901 6.928376 0.00 1.0000 4.500 9.0000 34.00 1.6301
TotDist 4356.490099 4588.941913 0.00 1111.2500 2895.500 5943.2500 25425.00 1.6163
pn.G+A-PK 0.331832 0.288982 0.00 0.1100 0.310 0.4875 2.12 1.5995
Lost 23.440594 24.966623 0.00 5.0000 14.000 31.7500 117.00 1.5835
Fld 18.014851 18.253733 0.00 4.2500 13.500 25.0000 90.00 1.5722
TklMid 3rd 6.762376 7.107768 0.00 1.0000 5.000 9.0000 35.00 1.5673
TklW 9.777228 10.081009 0.00 2.0000 7.000 14.0000 49.00 1.5654
TklW.1 9.777228 10.081009 0.00 2.0000 7.000 14.0000 49.00 1.5654
SoT 10.480198 10.901280 0.00 2.0000 7.500 15.0000 54.00 1.5582
SCA_def 0.495050 0.767807 0.00 0.0000 0.000 1.0000 3.00 1.5487
pn.G+A 0.344406 0.301125 0.00 0.1125 0.320 0.4975 2.12 1.5355
CrdY 1.861386 2.167281 0.00 0.0000 1.000 3.0000 12.00 1.5278
CrdY.1 1.861386 2.167281 0.00 0.0000 1.000 3.0000 12.00 1.5278
MP.Att 116.232673 120.171438 0.00 27.2500 74.500 166.2500 633.00 1.5251
pn.npxG+xAG 5.451485 5.546154 0.00 1.3000 4.000 8.0750 28.30 1.5096
SCA.P.Live 26.752475 26.585039 0.00 5.0000 18.000 39.7500 164.00 1.4770
Tkl 16.856436 16.778456 0.00 4.0000 12.500 24.7500 70.00 1.4683
pn.Gls 0.215446 0.226206 0.00 0.0000 0.170 0.3100 1.27 1.4664
Att Pen tch 55.267327 53.209787 0.00 13.2500 43.500 82.5000 301.00 1.4553
GCA 4.737624 5.336020 0.00 0.0000 3.000 7.0000 28.00 1.4535
pn.G-PK 0.202970 0.210593 0.00 0.0000 0.160 0.3075 1.27 1.4274
SCA_TO 3.326733 3.876473 0.00 0.0000 2.000 5.0000 19.00 1.3987
SCA 39.202970 38.967692 0.00 8.0000 26.000 57.0000 219.00 1.3812
TP.Cmp 295.732673 291.708585 0.00 75.0000 194.000 418.2500 1498.00 1.3616
P.Cmp 295.732673 291.708585 0.00 75.0000 194.000 418.2500 1498.00 1.3616
pn.PrgC 33.183168 34.489037 0.00 6.2500 20.000 48.7500 179.00 1.3383
PrgC 33.183168 34.489037 0.00 6.2500 20.000 48.7500 179.00 1.3383
Att.1 401.465347 382.798040 0.00 106.2500 274.500 566.0000 2030.00 1.2763
Att 401.465347 382.798040 0.00 106.2500 274.500 566.0000 2030.00 1.2763
onG 18.400990 17.750695 0.00 5.0000 12.500 29.0000 84.00 1.2679
Att chl 17.509901 17.063312 0.00 4.0000 12.000 26.7500 74.00 1.2647
Recov 53.792079 50.272554 0.00 16.2500 38.000 81.7500 259.00 1.2578
Blocks 14.153465 13.563237 0.00 3.2500 10.000 21.7500 65.00 1.2524
Sh 28.148515 26.513635 0.00 7.0000 22.500 41.0000 124.00 1.2521
Live.P 374.044554 351.818676 0.00 102.0000 260.500 552.5000 1838.00 1.2435
PrgDist Car 958.465347 966.120514 0.00 221.7500 650.500 1462.7500 4563.00 1.2339
Lost chl 11.000000 10.782333 0.00 2.0000 7.000 16.7500 53.00 1.2172
SP.Cmp 172.014851 163.500345 0.00 47.0000 118.500 256.7500 767.00 1.2147
GS-GA 0.079208 12.502484 -24.00 -5.7500 -1.000 5.0000 58.00 1.2029
Att 3rd tch 269.925743 250.600869 0.00 69.7500 197.500 391.7500 1270.00 1.1998
Blocks.1 13.163366 11.937151 0.00 4.0000 10.000 19.7500 52.00 1.1957
Pass blk 11.722772 10.769054 0.00 3.0000 9.000 18.0000 45.00 1.1885
SCA_sh 3.202970 3.390562 0.00 0.0000 2.000 5.0000 14.00 1.1835
Mid 3rd tch 224.960396 204.900992 0.00 62.2500 171.000 360.7500 966.00 1.1791
F.1/3 Car 21.099010 21.119892 0.00 5.0000 13.000 33.0000 93.00 1.1590
G-xG -0.076733 1.832027 -4.60 -0.9000 -0.100 0.5000 8.60 1.1452
xGS-xGA 0.201485 9.461730 -20.90 -4.4750 -0.500 2.5750 42.60 1.1446
Dispos 21.064356 19.121263 0.00 5.0000 16.500 30.0000 83.00 1.1193
TotDist Car 2027.777228 1954.701292 0.00 484.7500 1411.000 3114.5000 8506.00 1.1069
SP.Att 206.054455 188.403140 0.00 59.0000 145.500 300.7500 897.00 1.1043
SoT% 35.803243 16.213651 0.00 27.3000 34.800 43.5000 100.00 1.0784
TO Tkld 18.252475 17.835361 0.00 3.2500 13.000 28.7500 73.00 1.0713
TO Succ 17.405941 17.296178 0.00 3.0000 12.000 27.0000 71.00 1.0646
Carries 335.123762 306.579800 0.00 87.0000 232.500 496.0000 1385.00 1.0252
G/Sh 0.100541 0.086626 0.00 0.0300 0.100 0.1400 0.50 1.0201
Live tch 556.594059 496.758952 0.00 152.2500 416.000 882.7500 2406.00 1.0143
Touches 556.985149 497.142676 0.00 152.2500 416.000 882.7500 2408.00 1.0140
TO Att 40.940594 39.495531 0.00 8.0000 29.500 64.0000 164.00 1.0129
np:G-xG -0.062376 1.785255 -4.80 -0.9000 -0.100 0.5000 8.30 1.0098
P.Rec 393.500000 352.740984 0.00 110.5000 287.000 595.0000 1689.00 1.0096
G On-Off -0.006287 1.320431 -8.03 -0.5725 0.120 0.5200 6.21 -1.4143
GS-GA/90 -0.164257 1.229541 -7.50 -0.7275 -0.140 0.4500 2.97 -1.7912
MP.Cmp% 74.318041 14.177101 0.00 67.6750 76.350 82.6500 100.00 -1.8034
sGS-sGA/90 -0.239010 1.530998 -16.32 -0.5800 -0.115 0.4375 2.78 -6.3871
xG On-Off -0.157277 1.523525 -16.93 -0.3700 0.015 0.4300 2.09 -7.3110

Top columns by outlier counts (IQR method):

column outlier_count outlier_percent
OutCK 48 23.762
FK 47 23.267
PKwon 41 20.297
CK 39 19.307
InCK 36 17.822
FK.1 35 17.327
PKatt.1 32 15.842
PKatt 32 15.842
PK.1 28 13.861
PK 28 13.861

Top absolute correlations per metric group

Predicted Lineup & Playing Time

row col abs_corr
90s Min/90 1.000000
Min% Min/90 0.999995
Starts Min% 0.993231
90s Starts 0.993206
MP 90s 0.906009
MP Min% 0.905915
Starts Min/MP 0.886849
Starts MP 0.885538
Min% Min/MP 0.878528
Min/MP 90s 0.878483

Pressing & Defensive Intensity

row col abs_corr
Lost chl Att chl 0.976759
TklW Tkl 0.976400
Tkl chl Tkl 0.945563
Tkl chl Att chl 0.942727
Tkl TklMid 3rd 0.931682
Tkl Att chl 0.931381
Tkl chl TklW 0.928206
Tkl TklDef 3rd 0.917474
Dispos Miscntrl 0.911999
TklW TklDef 3rd 0.911408

Defensive Solidity

row col abs_corr
Tkl+Int Tkl 0.986344
TklW Tkl 0.976400
TklW Tkl+Int 0.964973
Def Pen tch Clr 0.952149
Def 3rd tch Tkl+Int 0.937048
Int Tkl+Int 0.928701
Def 3rd tch Tkl 0.915655
Def 3rd tch TklW 0.894512
Pass blk Tkl+Int 0.894449
Def 3rd tch Int 0.889592

Physical Aggression

row col abs_corr
Att chl Tkl chl 0.942727
Won Lost 0.879512
CrdY Fls 0.764996
Lost Fls 0.736317
Att chl Fls 0.700572
Fls Won 0.677257
Tkl chl Fls 0.659001
Att chl CrdY 0.556730
CrdY Tkl chl 0.547445
Lost CrdY 0.534324

Chance Creation (Attack)

row col abs_corr
PrgP pn.PrgP 1.000000
npxG xG 0.986318
SoT Sh 0.964094
xA xAG 0.961472
KP xAG 0.961026
P.F.1/3 PrgP 0.948045
KP xA 0.944830
npxG SoT 0.939565
Gls xG 0.933842
SoT xG 0.930817

Finishing & Goal Threat

row col abs_corr
Gls G-PK 0.989319
xG npxG 0.986318
PKatt PK 0.940809
Gls xG 0.933842
G-PK npxG 0.916383
npxG Gls 0.916089
xG G-PK 0.913842
xG PKatt 0.741649
Gls PK 0.729554
xG PK 0.728329

Build-Up Style

row col abs_corr
MP.Att TotDist 0.993634
PrgDist Car TotDist Car 0.989247
F.1/3 Car PrgDist Car 0.980538
PrgDist Car PrgC 0.975044
F.1/3 Car TotDist Car 0.970442
PrgP PrgDist 0.963716
TotDist Car PrgC 0.962673
SP.Att TotDist 0.958761
TotDist PrgDist 0.958309
MP.Att PrgDist 0.956456

Creativity & Playmaking

row col abs_corr
SCA SCA.P.Live 0.978186
SCA KP 0.973760
xAG xA 0.961472
xAG KP 0.961026
SCA.P.Live KP 0.958914
KP xA 0.944830
SCA xA 0.940208
SCA.P.Dead CK 0.938714
SCA xAG 0.936290
CK InCK 0.930337

Game Impact & Team Value

row col abs_corr
pn.G+A-PK pn.G+A 0.991944
G+A pn.npxG+xAG 0.931809
onG pn.npxG+xAG 0.912329
G+A onG 0.894286
onGA pn.npxG+xAG 0.739411
onG onGA 0.725703
G+A pn.G+A 0.665043
G+A onGA 0.662119
pn.G+A-PK G+A 0.621786
pn.npxG+xAG pn.G+A 0.540655

Tactical Tendencies & Risk

row col abs_corr
Live tch Mid 3rd tch 0.969008
Live tch TotDist 0.964686
Att 3rd tch Live tch 0.958126
PrgP TotDist 0.950335
TotDist Mid 3rd tch 0.947008
Mid 3rd tch PrgP 0.932233
PrgP Live tch 0.928746
Dead.P CK 0.919560
PrgC Att 3rd tch 0.916386
TO Att PrgC 0.914218

Team Cohesion & Consistency

row col abs_corr
Starts Min% 0.993231
Min% Compl MP 0.873425
Starts Compl MP 0.860344
Starts PKcon 0.174003
PKcon Min% 0.166689
PKcon OG 0.150899
Min% Err sht 0.138547
Starts Err sht 0.135705
Compl MP PKcon 0.134072
Err sht Compl MP 0.100754

Opposition-Specific Matchups

row col abs_corr
Miscntrl Dispos 0.911999
Blocks Pass blk 0.831222
Blocks Dispos 0.803206
Blocks Crs 0.785404
Blocks Miscntrl 0.760096
Dispos Pass blk 0.753926
Pass blk Miscntrl 0.723663
Crs Pass blk 0.661683
Crs Dispos 0.579301
Miscntrl Crs 0.525825

Trend & Form

row col abs_corr
onGA 90s 0.922599
90s pn.PrgP 0.822322
90s pn.PrgC 0.810288
pn.PrgC pn.PrgP 0.744210
pn.PrgP onGA 0.713083
onGA pn.PrgC 0.712154
pn.Gls 90s 0.359236
pn.Gls onGA 0.278128
pn.Gls pn.PrgC 0.217169
pn.Gls pn.PrgP 0.215654

Discipline & Mentality

row col abs_corr
Fls CrdY 0.764996
Fld Fls 0.749810
CrdY Fld 0.629096
CrdR 2CrdY 0.496255
2CrdY PKcon 0.293915
PKcon Fls 0.210510
Fld PKcon 0.179527
PKcon CrdY 0.176848
CrdR PKcon 0.122485
Fls CrdR 0.059548